Multi-objective optimization based real-time control for PEV hybrid energy management systems

Xiaoying Lu, Yaojia Chen, Haoyu Wang
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引用次数: 6

Abstract

Battery/ultracapacitor (UC) hybrid energy management systems (HEMS) have been introduced into plug-in electric vehicles (PEVs), mainly to enhance the power density and energy density performances of the onboard energy storage systems. In HEMS, a control strategy is required to distribute power among different energy sources. In this paper, a novel real-time control strategy is proposed for use in PEV onboard HEMS. A cost function is formulated for each component of the HEMS to illustrate the respective loss. The entire problem is then rendered into a multi-objective optimization problem, which seeks to minimize those three cost functions. Weighted-sum method and no-preference method are employed to solve this optimization problem. The solved optimized strategy is implemented and simulated in Advanced VehIcle SimulatOR (ADVISOR) to validate the concept. Results show that the proposed real-time control strategy owns the advantages of prolonged lifetime of the battery, extended PEV driving distance and enhanced system response.
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基于多目标优化的PEV混合能源管理系统实时控制
电池/超级电容器(UC)混合能量管理系统(HEMS)已被引入到插电式电动汽车(pev)中,主要是为了提高车载储能系统的功率密度和能量密度性能。在HEMS中,需要一种控制策略来实现不同能源之间的电力分配。本文提出了一种用于HEMS上PEV的实时控制策略。为HEMS的每个组成部分制定了成本函数,以说明各自的损失。然后将整个问题转化为一个多目标优化问题,该问题寻求最小化这三个成本函数。采用加权和法和无偏好法求解该优化问题。在先进车辆模拟器(Advanced VehIcle SimulatOR, ADVISOR)中对所求解的优化策略进行了实现和仿真,验证了该优化策略的有效性。结果表明,所提出的实时控制策略具有延长电池寿命、延长电动汽车行驶距离和增强系统响应的优点。
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